{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "from torch.utils.data import Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MnistDataset(Dataset):\n",
    "    def __init__(self, csv_file) -> None:\n",
    "        self.data_df = pd.read_csv(csv_file, header=None)\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        label = self.data_df.iloc[index, 0]\n",
    "        targets = torch.zeros(10)\n",
    "        targets[label] = 1.0\n",
    "        img_values = torch.FloatTensor(self.data_df.iloc[index, 1:].values) / 255.0\n",
    "        return label, img_values, targets\n",
    "        \n",
    "    def __len__(self):\n",
    "        return len(self.data_df)\n",
    "\n",
    "    def plot_image(self, index):\n",
    "        arr = self.data_df.iloc[index, 1:].values.reshape(28, 28)\n",
    "        plt.title(f'label = {self.data_df.iloc[index, 0]}')\n",
    "        plt.imshow(arr, interpolation='none', cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "mnist_dataset = MnistDataset('mnist_dataset/mnist_train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mnist_dataset.plot_image(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Discriminator(nn.Module):\n",
    "    \"\"\"鉴别器\"\"\"\n",
    "    def __init__(self) -> None:\n",
    "        super().__init__()\n",
    "        \n",
    "        self.model = nn.Sequential(\n",
    "            nn.Linear(784, 100),\n",
    "            nn.Sigmoid(),\n",
    "            nn.Linear(100, 1),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "\n",
    "        self.loss_function = nn.MSELoss()\n",
    "\n",
    "        self.optimiser = torch.optim.SGD(self.parameters(), lr=0.01)\n",
    "\n",
    "        self.counter = 0\n",
    "        self.progress = []\n",
    "\n",
    "    def forward(self, inputs):\n",
    "        return self.model(inputs)\n",
    "\n",
    "    def train(self, inputs, targets):\n",
    "        outputs = self.forward(inputs)\n",
    "        loss = self.loss_function(outputs, targets)\n",
    "        self.optimiser.zero_grad()\n",
    "        loss.backward()\n",
    "        self.optimiser.step()\n",
    "\n",
    "        self.counter += 1\n",
    "        if self.counter % 10 == 0:\n",
    "            self.progress.append(loss.item())\n",
    "        if self.counter % 10000 == 0:\n",
    "            print(f'counter: {self.counter}')\n",
    "\n",
    "    def plot_progress(self):\n",
    "        df = pd.DataFrame(self.progress, columns=['loss'])\n",
    "        df.plot(ylim=(0, 1.0), figsize=(16, 8), alpha=0.1, marker='.', grid=True, yticks=(0, 0.25, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.8151, 0.4552, 0.3282, 0.1781])"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def generate_random(size):\n",
    "    return torch.rand(size)\n",
    "generate_random(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "counter: 10000\n",
      "counter: 20000\n",
      "counter: 30000\n",
      "counter: 40000\n",
      "counter: 50000\n",
      "counter: 60000\n",
      "counter: 70000\n",
      "counter: 80000\n",
      "counter: 90000\n",
      "counter: 100000\n",
      "counter: 110000\n",
      "counter: 120000\n",
      "Wall time: 1min 46s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "D = Discriminator()\n",
    "\n",
    "for label, image_data_tensor, targets in mnist_dataset:\n",
    "    D.train(image_data_tensor, torch.FloatTensor([1.0]))\n",
    "    D.train(generate_random(784), torch.FloatTensor([0.0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "D.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9929034113883972\n",
      "0.996117115020752\n",
      "0.9969319105148315\n",
      "0.9939669370651245\n"
     ]
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    image_data_tensor = mnist_dataset[random.randint(0, 60000)][1]\n",
    "    print(D.forward(image_data_tensor).item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0073259370401501656\n",
      "0.0068556466139853\n",
      "0.0058015501126646996\n",
      "0.004600544925779104\n"
     ]
    }
   ],
   "source": [
    "for i in range(4):\n",
    "    print(D.forward(generate_random(784)).item())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Generator(nn.Module):\n",
    "    \"\"\"生成器\"\"\"\n",
    "    def __init__(self) -> None:\n",
    "        super().__init__()\n",
    "        \n",
    "        self.model = nn.Sequential(\n",
    "            nn.Linear(1, 100),\n",
    "            nn.Sigmoid(),\n",
    "            nn.Linear(100, 784),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "\n",
    "\n",
    "        self.optimiser = torch.optim.SGD(self.parameters(), lr=0.01)\n",
    "\n",
    "        self.counter = 0\n",
    "        self.progress = []\n",
    "\n",
    "    def forward(self, inputs):\n",
    "        return self.model(inputs)\n",
    "\n",
    "    def train(self, D, inputs, targets):\n",
    "        g_outputs = self.forward(inputs) # get output for network\n",
    "        d_outputs = D.forward(g_outputs) # input into discriminator\n",
    "\n",
    "        loss = D.loss_function(d_outputs, targets)\n",
    "\n",
    "        self.optimiser.zero_grad()\n",
    "        loss.backward()\n",
    "        self.optimiser.step()\n",
    "\n",
    "        self.counter += 1\n",
    "        if self.counter % 10 == 0:\n",
    "            self.progress.append(loss.item())\n",
    "\n",
    "    def plot_progress(self):\n",
    "        df = pd.DataFrame(self.progress, columns=['loss'])\n",
    "        df.plot(ylim=(0, 1.0), figsize=(16, 8), alpha=0.1, marker='.', grid=True, yticks=(0, 0.25, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "G = Generator()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1a4244fe1c0>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "output = G.forward(generate_random(1))\n",
    "img = output.detach().numpy().reshape(28, 28)\n",
    "plt.imshow(img, interpolation='none', cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "counter: 10000\n",
      "counter: 20000\n",
      "counter: 30000\n",
      "counter: 40000\n",
      "counter: 50000\n",
      "counter: 60000\n",
      "counter: 70000\n",
      "counter: 80000\n",
      "counter: 90000\n",
      "counter: 100000\n",
      "counter: 110000\n",
      "counter: 120000\n",
      "Wall time: 2min 47s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "D = Discriminator()\n",
    "G = Generator()\n",
    "for label, image_data_tensor, target_tensor in mnist_dataset:\n",
    "    D.train(image_data_tensor, torch.FloatTensor([1.0]))\n",
    "    D.train(G.forward(generate_random(1)).detach(), torch.FloatTensor([0.0]))\n",
    "    G.train(D, generate_random(1), torch.FloatTensor([1.0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "D.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "G.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axarr = plt.subplots(2,3, figsize=(16,8))\n",
    "for i in range(2):\n",
    "    for j in range(3):\n",
    "        output = G.forward(generate_random(1))\n",
    "        img = output.detach().numpy().reshape(28, 28)\n",
    "        axarr[i,j].imshow(img, interpolation='none', cmap='Blues')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.13 ('ai')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "0cb0046d74bfb5a9fee6ebb85b9850d762e40d6b321d5d9a0aa0313eefa3c5b4"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
